{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "AfM7qHCcozST",
        "outputId": "ac29150d-4daf-49ba-d5e2-e8470ff0171d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset indirildi: /kaggle/input/heartbeat\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 1 Axes>"
            ],
            "image/png": 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0aRKaNm2K8+fPY/ny5UhPT8f3339foix3dc2cORO//PIL7r33XkyYMAERERHIzs7GkSNH8OOPP+L8+fOlFlYYMWIEvvjiC4wbNw6enp749NNPy32t06dP45tvvimxPSAgQCopXZpFixbh+vXrWLZsGXx8fPDWW28BAF588UWcOHECCxcuxJYtW3D//fejcePGuH79Og4cOIA1a9bA39+/zOGEOTk5uOOOO9CjRw8MHDgQISEhyMjIwLp16/DXX39hxIgRJYpNVMeQIUPQsGFDrFmzBoMGDbJbJwqw9jz+9NNP+M9//oMhQ4bg3LlzWLp0Kdq2bVtiPldt2rRpE06ePFli+x133IHw8HC4uLigbdu2WL16NVq2bAkfHx+0a9cO7dq1K/e5e/TogZ9//hmDBw/GAw88gHXr1sHT0xNLlizB2LFj0aVLF4waNQp+fn5ITEzEhg0b0KtXL3z88ccAgIiICADA008/jaioKLuEdNasWfjyyy9x7tw5hIWFlRnHwoULMWzYMAwYMACjRo3C0aNH8fHHH+O///1vhQqEEBFVi5wl/YiI1Ojw4cPi6NGjxaCgIFGn04mBgYHi6NGjxSNHjpTY11bmOS0trcRjoaGh4pAhQ0ps79Onj9inTx+7bZmZmeKsWbPE5s2bi3q9XvT19RXvuOMO8Z133hELCgpEUbQvR36zTz75RAQgPvfcc2W+L5RRjvzmeMaPHy+6ubmVOL6wsFAcMWKECECcP3++3WNr164VBw8eLPr5+YlOTk6it7e3eOedd4oLFy4UMzIyyozLZDKJn3/+uThixAgxNDRUNBgMoqurq9i5c2dx4cKFdqXBb1WOvLR4SyvBbfPkk0+KAMTvvvuuxGMWi0V88803pVg6d+4srl+/Xhw/frwYGhpqty9kLkf+77bYtWuXGBERIer1ervYyitHbvPzzz+LTk5O4siRI0Wz2SyKoihu27ZNjIqKEr28vERnZ2exWbNm4oQJE8R9+/ZJxxUWFopPPfWU6OfnJwqCYPdaFS1HbrN27VqxU6dOosFgEBs3biy+8sor0v8BIqKaJIiiTDNOiYiIFGrGjBlYvnw5kpOTpSFuRERUv3GOExER0U3y8vLwzTff4P7772fSREREEs5xIiIignU9rN9//x0//vgjrl69iunTp8sdEhERKQgTJyIiIgDHjx/HmDFj4O/vjw8//FAqf01ERAQAnONERERERERUDs5xIiIiIiIiKgcTJyIiIiIionLUuzlOFosFV65cgYeHBwRBkDscIiIiIiKSiSiKyMzMRHBwMDSasvuU6l3idOXKFYSEhMgdBhERERERKcTFixfRuHHjMvepd4mTh4cHAGvjeHp6yhwNYDKZsGXLFgwYMAA6nU7ucOoNtrt82PbyYdvLg+0uH7a9fNj28mC7V57RaERISIiUI5Sl3iVOtuF5np6eikmcXF1d4enpyRO8FrHd5cO2lw/bXh5sd/mw7eXDtpcH273qKjKFh8UhiIiIiIiIysHEiYiIiIiIqBxMnIiIiIiIiMrBxImIiIiIiKgcTJyIiIiIiIjKwcSJiIiIiIioHEyciIiIiIiIyiFr4rRjxw4MHToUwcHBEAQB69atK/eY7du3o0uXLjAYDGjevDlWrlxZ43ESEREREVH9JmvilJ2djY4dO2Lx4sUV2v/cuXMYMmQI7r77bsTFxeGZZ57Bf//7X/z22281HCkREREREdVnTnK++KBBgzBo0KAK77906VI0bdoUixYtAgC0adMGO3fuxHvvvYeoqKiaCpOIiKrhwtVsuOi18PdwljsUIiKiKpM1caqs2NhYREZG2m2LiorCM888c8tj8vPzkZ+fL/1uNBoBACaTCSaTqUbirAxbDEqIpT5hu8uHbS8fOdr+WnYBBn3wF3zd9dgy/U5oNUKtvbZS8JyXD9tePmx7ebDdK68ybaWqxCk5ORkBAQF22wICAmA0GpGbmwsXF5cSx8yfPx/z5s0rsX3Lli1wdXWtsVgrKyYmRu4Q6iW2u3zY9vKpzbY/lwnkFDgh8VouFq/ehOZetfbSisNzXj5se/mw7eXBdq+4nJycCu+rqsSpKmbNmoXo6Gjpd6PRiJCQEAwYMACenp4yRmZlMpkQExOD/v37Q6fTyR1OvcF2lw/bXj5ytP3mYynA0UMAgAzPcAwe3LpWXldJeM7Lh20vH7a9PNjulWcbjVYRqkqcAgMDkZKSYrctJSUFnp6epfY2AYDBYIDBYCixXafTKeqEUlo89QXbXT5se/nUZttfzy2U/h1zPBXzhrWDph4O1wN4zsuJbS8ftr082O4VV5l2UtU6Tj179sTWrVvttsXExKBnz54yRURERGVJNRbPMU025iHuUoZ8wRAREVWDrIlTVlYW4uLiEBcXB8BabjwuLg6JiYkArMPsxo0bJ+3/xBNP4OzZs3j++edx8uRJfPLJJ/jhhx8wY8YMOcKvNotFxMnkTGTkl78vEZEapWbmAQCEok6mzUeTZYyGiIio6mRNnPbt24fOnTujc+fOAIDo6Gh07twZc+bMAQAkJSVJSRQANG3aFBs2bEBMTAw6duyIRYsWYdmyZaotRf7cj4cwdHEs9qTVz2ErRFT3pWZa7wz1bekHANh4JAmiKMoZEhERUZXIOsepb9++ZX6Brly5stRjDh48WINR1Z5OId746cBlnL7BxImI6ibbUL0Hu4Yg9uxVXLqei2NXjGjXqB6X1yMiIlVS1RynuqZXc18AwLlMAXkms8zREBE5XlqWNXFq4uOKvi39AQCbjibJGRIREVGVMHGSUbivGwI8DSgUBexPzJA7HCIihzJbRFwtSpz8PQ0Y1D4QALDpaDKH6xERkeowcZKRIAi4I9wHABCbcE3maIiIHOtqVj4sIqARgIZuBtzT2h96rQZn07JxJjVL7vCIiIgqhYmTzHqGNwQAxJ69KnMkRESOZSsM0dDdAK1GgIezDr1bWIcobzrC6npERKQuTJxk1rOZtcfpyBUjbuSYZI6GiMhxbKXI/T2KFyHv1yYAALD3PHvZiYhIXZg4ySzQ0xkBLiJEkb1ORFS3pBX1ON2cOAV5OQMAMnILZImJiIioqpg4KUBLT+sk6V0J6TJHQkTkOLZS5P4eztI2TxfrKhjG3EJZYiIiIqoqJk4K0MLLmjjtjGfiRER1h22Ok79ncY+Tl4sOAGDM49BkIiJSFyZOCtDCS4RGAM6mZSP5Rp7c4RAROYRtjpPfTUP1PJ2LEqdcE0uSExGRqjBxUgBXJ6BdsCcA4G/2OhFRHZFayhwnz6IeJ4sIZOVzuB4REakHEyeFsJUl/5vznIiojrAVh/C7aY6TwUkDvdb61WPMY+JERETqwcRJIWxlyf+OT+fwFSJSPVEUS+1xEgRB6nUy5nKeExERqQcTJ4WIaOINvZMGKcZ8JKRlyx0OEVG1GHMLUVBoAWA/xwm4ubIeEyciIlIPJk4K4azTokMjLwDA8SSjzNEQEVWPrTCEp7MTnHVau8dsBSJuMHEiIiIVYeKkIA3c9ACALI77JyKVKy5F7lziMWmoHj/riIhIRZg4KYiHwTp8JSufd2GJSN3SSpnfZOPFOU5ERKRCTJwUxN25KHHiXVgiUjnbUL3SEifPos86LoJLRERqwsRJQdwNtosJJk5EpG6pxvKH6nGOExERqQkTJwWRepy4KCQRqZxtjpOfe2k9TrahevysIyIi9WDipCAeRRcTHKpHRGonDdXzLGOOE4fqERGRijBxUpDi4hBMnIhI3aQep9LmOHEdJyIiUiEmTgpim+OUycSJiFSuuKpeKXOcuI4TERGpEBMnBSmuqseLCSJSrzyTGZlFQ45LG6pnKw6RyWHJRESkIkycFMSdQ/WIqA6wVdQzOGmkIcg3k8qRs8eJiIhUhImTgnhwHSciqgNuLgwhCEKJx23FITLzC2G2iLUaGxERUVUxcVIQW49TdoGZFxNEpFqpZcxvAooriAJAJocmExGRSjBxUhDbHCeAw/WISL2KC0OUnN8EAHonDVx0WgBcy4mIiNSDiZOCGJy00DtZ/yRMnIhIraSherdInICbSpKzx4mIiFSCiZPCSGs5cZ4TEamUrThEaWs42UiL4LJABBERqQQTJ4WRSpLn82KCiNSpvDlOANdyIiIi9WHipDDSIrjscSIilbIlTn6lrOFkY1vLiUP1iIhILZg4KQzXciIitbMVh/BzLyNxktZy4mcdERGpAxMnhbGt5cQeJyJSK9u8JR83/S338WKPExERqQwTJ4VxZ3EIIlKx/EIzCswWAPZLLPybJ4tDEBGRyjBxUhjbwpCZHKpHRCp0800fN30ZiROLQxARkcowcVIYqaoee5yISIVs8zPd9FpoNcIt9ytex4mfdUREpA5MnBSmuDgE78ISkfrY5meWNUwP4DpORESkPkycFMbDmVX1iEi9bJ9dtptAt2IbqsfiEEREpBZMnBSG6zgRkZplST1OujL3sxWH4BwnIiJSCyZOCsN1nIhIzWyfXR4V7XHiOk5ERKQSTJwUxp3rOBGRimVWdKheUXGIXJMZBYWWGo+LiIioupg4KYyHwXoXllX1iEiNsipYHMLjpqF8mZznREREKsDESWFYHIKI1MxWEbS8HietRpCG83GeExERqQETJ4VxvylxslhEmaMhIqocqcepnMQJKC4QwbWciIhIDZg4KczNFxvZBbyYICJ1keY4lTNUDyjuYedaTkREpAayJ06LFy9GWFgYnJ2d0b17d+zZs6fM/d9//320atUKLi4uCAkJwYwZM5CXl1dL0dY8g5MGOq0AgMP1iEh9KtPjJC2CyzlORESkArImTqtXr0Z0dDTmzp2LAwcOoGPHjoiKikJqamqp+3/33Xd48cUXMXfuXJw4cQLLly/H6tWr8dJLL9Vy5DVHEITikuQcvkJEKiOVI69AjxPXciIiIjWRNXF69913MXnyZEycOBFt27bF0qVL4erqihUrVpS6/65du9CrVy88/PDDCAsLw4ABAzB69Ohye6nUxjbEheP+iUhtsipYjhzgWk5ERKQu5X+z1ZCCggLs378fs2bNkrZpNBpERkYiNja21GPuuOMOfPPNN9izZw+6deuGs2fPYuPGjRg7duwtXyc/Px/5+fnS70ajEQBgMplgMsl/l9MWw82xuOmLKk1l5ykixrqotHan2sG2l09ttH1mUe+Rs1P5r+NusN67y8jOr9PnA895+bDt5cO2lwfbvfIq01ayJU7p6ekwm80ICAiw2x4QEICTJ0+WeszDDz+M9PR03HnnnRBFEYWFhXjiiSfKHKo3f/58zJs3r8T2LVu2wNXVtXpvwoFiYmKkf5uytQAE7PhnLzLPsLJeTbq53al2se3lU5Ntf9Vo/fyK2/sP0o+XvW/KRQGAFkdPJ2Bj4Zkai0kpeM7Lh20vH7a9PNjuFZeTk1PhfWVLnKpi+/btePPNN/HJJ5+ge/fuiI+Px/Tp0/H6669j9uzZpR4za9YsREdHS78bjUaEhIRgwIAB8PT0rK3Qb8lkMiEmJgb9+/eHTmcdtrLu2gEknEpHy7btMTiiscwR1k2ltTvVDra9fGqj7V/c9zsACwb264smPmXfnEqNvYDNl07B2y8Ygwd3qJF4lIDnvHzY9vJh28uD7V55ttFoFSFb4uTr6wutVouUlBS77SkpKQgMDCz1mNmzZ2Ps2LH473//CwBo3749srOz8dhjj+Hll1+GRlNyypbBYIDBYCixXafTKeqEujkeTxc9ACDHJCoqxrpIaedBfcK2l09NtX2h2YJckwUA0MDdpdzXaODmDADILDDXi3OB57x82PbyYdvLg+1ecZVpJ9mKQ+j1ekRERGDr1q3SNovFgq1bt6Jnz56lHpOTk1MiOdJqtQAAUaw7Q9qkqnosR05EKpKdb5b+7WbQlru/J9dxIiIiFZF1qF50dDTGjx+Prl27olu3bnj//feRnZ2NiRMnAgDGjRuHRo0aYf78+QCAoUOH4t1330Xnzp2loXqzZ8/G0KFDpQSqLrBV1WM5ciJSk8x8awKkd9LA4FT+ZzLXcSIiIjWRNXEaOXIk0tLSMGfOHCQnJ6NTp07YvHmzVDAiMTHRrofplVdegSAIeOWVV3D58mX4+flh6NCh+N///ifXW6gRHuxxIiIVktZwqkApcqB4HSf2OBERkRrIXhxi2rRpmDZtWqmPbd++3e53JycnzJ07F3Pnzq2FyORjG6qXyR4nIlIRWy+5ewUWvwVuTpwKIYoiBEGosdiIiIiqS9YFcKl07kWLQmayx4mIVCSzEovfAsVznArMFuQXWmosLiIiIkdg4qRAUnEIjvsnIhWRepwqmDi5G5ygKepk4nA9IiJSOiZOCmS7C8s5TkSkJtIcpwoO1RMEQRqud4OJExERKRwTJwViVT0iUqPK9jgBgKczK+sREZE6MHFSIKk4BHuciEhFpDlOFexxAgBPF9taTvy8IyIiZWPipEDuNw3Vq0sL+xJR3Vbc41TxVdjZ40RERGrBxEmBPIouOkQRyCkwyxwNEVHFZBUtgFvROU7ATYvgco4TEREpHBMnBXLWaaAtKjXFtZyISC2y8603eqoyx4nFIYiISOmYOCmQIAjFJcnzeTFBROpQ2XWcAMBN+qxj7zoRESkbEyeFsg11YY8TEamFbe25yhSHMOisX0MFXACXiIgUjomTQhX3ODFxIiJ1kNZxqkSPk8HJ+jWUX8geJyIiUjYmTgrlwbWciEhlpKp6lelxctICAPLZ40RERArHxEmhuJYTEalNVeY4Ffc4MXEiIiJlY+KkUO5FlabY40REaiCKojRUrzI9Tnon2xwnDtUjIiJlY+KkUFKPExMnIlKBnAIzbOt1e1RiAVz2OBERkVowcVIoaY4Ty5ETkQrYepu0GgHOuop/tRh0RXOcTEyciIhI2Zg4KRSr6hGRmth6x90NThAEocLHsaoeERGpBRMnheI6TkSkJllVKAwBcKgeERGpBxMnhWKPExGpia2QjUclCkMALEdORETqwcRJobiOExGpiW0+ZqV7nHQcqkdEROrAxEmh3IuqUrHHiYjUILMKi98CgF5rK0fOHiciIlI2Jk4K5c45TkSkIlWd4+Ss4xwnIiJSByZOClW8jhPLkROR8lV7jhPLkRMRkcIxcVKo4nWcCiHaVpUkIlKo6lfVM/OzjoiIFI2Jk0LZLj4sIpBr4qRpIlK2TClx0lXqOFuPk0UECi1MnIiISLmYOCmUq14LTdEakpznRERKl1XF4hC2qnoA5zkREZGyMXFSKEEQ4Kq3XoDksceJiBTONlTPo5JD9WxV9QBW1iMiImVj4qRgxWP/eTFBRMpW1R4njUaATmvtXudaTkREpGRMnBRMb0ucWG2KiBQus4rFIQBW1iMiInVg4qRgN1ebIiJSsqx869IJle1xAti7TkRE6sDEScGku7C8mCAihZPWcapSjxNvEhERkfIxcVIwW7UpXkwQkZKJoli8jlNVepx0vElERETKx8RJwQyc40REKpBfaIHJbF2DqWpznPhZR0REysfEScE4VI+I1MDW2wQAbvrKJ062QjgFZvauExGRcjFxUjCO+yciNZBKkRucoLGt3F0J7HEiIiI1YOKkYMVznHgxQUTKlVWNUuQAe9eJiEgdmDgpGNc2ISI1yKzi4rc27F0nIiI1YOKkYLyYICI1qHaPE3vXiYhIBZg4KRgXhSQiNbAtfutR5R4n9q4TEZHyMXFSMK5tQkRqcHNxiKpg7zoREakBEycFs11MFDBxIiIFy6zmUD09P+uIiEgFmDgpGO/CEpEaZDmsOAQTJyIiUi4mTgrGcf9EpAa24hAeLEdORER1GBMnBWOlKSJSA8f1OLF3nYiIlIuJk4LxYoKI1KB4jpOuSsdLN4nYu05ERAome+K0ePFihIWFwdnZGd27d8eePXvK3D8jIwNTp05FUFAQDAYDWrZsiY0bN9ZStLVLz3H/RKQC2UWJk5tBW6XjOVSPiIjUoGrjKhxk9erViI6OxtKlS9G9e3e8//77iIqKwqlTp+Dv719i/4KCAvTv3x/+/v748ccf0ahRI1y4cAHe3t61H3wt4BwnIlKD7AJrr7irnkP1iIio7pI1cXr33XcxefJkTJw4EQCwdOlSbNiwAStWrMCLL75YYv8VK1bg2rVr2LVrF3Q665CQsLCw2gy5VvFigojUILfA2uPkqq9ajxN714mISA1kS5wKCgqwf/9+zJo1S9qm0WgQGRmJ2NjYUo/55Zdf0LNnT0ydOhU///wz/Pz88PDDD+OFF16AVlv6F3Z+fj7y8/Ol341GIwDAZDLBZDI58B1VjS2G0mLRCiIAIM9kVkSsdUlZ7U41i20vn5pq+5yioXo6jVil53aq4591POflw7aXD9teHmz3yqtMW1Uocfrwww8r/IRPP/10hfZLT0+H2WxGQECA3faAgACcPHmy1GPOnj2LP/74A2PGjMHGjRsRHx+PJ598EiaTCXPnzi31mPnz52PevHkltm/ZsgWurq4VirU2xMTElNiWYAQAJ1y7kVln53HJrbR2p9rBtpePo9v+epYWgID9u3ch6Ujljz96TQCgRWr6tTr9WcdzXj5se/mw7eXBdq+4nJycCu9bocTpvffes/s9LS0NOTk50tyijIwMuLq6wt/fv8KJU1VYLBb4+/vjs88+g1arRUREBC5fvoyFCxfeMnGaNWsWoqOjpd+NRiNCQkIwYMAAeHp61lisFWUymRATE4P+/ftLww9tjly+gQ+P7YaTwQWDB98lU4R1U1ntTjWLbS+fmmr7F/b9DsCCqH59EdKg8jekPOOv4vNT++Hi5oHBg+9wWFxKwXNePmx7+bDt5cF2rzzbaLSKqFDidO7cOenf3333HT755BMsX74crVq1AgCcOnUKkydPxuOPP17hF/b19YVWq0VKSord9pSUFAQGBpZ6TFBQEHQ6nd2wvDZt2iA5ORkFBQXQ6/UljjEYDDAYDCW263Q6RZ1QpcXj5myNu6DQoqhY6xKlnQf1CdtePo5se4tFRF5RARtPV+cqPa+bs/Wzu8As1ulzgue8fNj28mHby4PtXnGVaadKlyOfPXs2PvroIylpAoBWrVrhvffewyuvvFLh59Hr9YiIiMDWrVulbRaLBVu3bkXPnj1LPaZXr16Ij4+HxVI8gfj06dMICgoqNWlSOwMnTBORwuWaiovXuFW7qh4/64iISLkqnTglJSWhsLCwxHaz2Vyi96g80dHR+Pzzz/Hll1/ixIkTmDJlCrKzs6Uqe+PGjbMrHjFlyhRcu3YN06dPx+nTp7Fhwwa8+eabmDp1amXfhipIi0Kyqh4RKVR2UUU9QQCcdVVbGpCfdUREpAaVvj3Yr18/PP7441i2bBm6dOkCANi/fz+mTJmCyMjISj3XyJEjkZaWhjlz5iA5ORmdOnXC5s2bpYIRiYmJ0GiKv4hDQkLw22+/YcaMGejQoQMaNWqE6dOn44UXXqjs21AF2zpOJrMIi0WERiPIHBERkb3cojWcXHRaCELVPqP0WvY4ERGR8lU6cVqxYgXGjx+Prl27SmMCCwsLERUVhWXLllU6gGnTpmHatGmlPrZ9+/YS23r27Il//vmn0q+jRrbhKwBQYLbAWVO1NVKIiGpKTjUXvwUAg65osW8mTkREpGCV/qbz8/PDxo0bcfr0aalseOvWrdGyZUuHB1ff3Zw45ZsscNYxcSIiZcmp5uK3QPFnXUGhBaIoVrnnioiIqCZV+RZhy5YtmSzVMCetBlqNALNFLBr7z+ooRKQsxT1O1U+cAGuvE28SERGRElU6cXr00UfLfHzFihVVDoZKMjhpkFNg5hAWIlIkxyROxccycSIiIqWqUOL01VdfYeTIkTAYDLh+/brdYyaTCUePHkVGRgbuueeeGgmyPitOnFhtioiUJ9cBc5x0WgGCAIgi2LtORESKVaFvuunTp2Pw4MEwGAxYu3ZticctFgumTJmCZs2aOTzA+s56J9YkLTBJRKQktnLkLtXocRIEAXqtBvmFFuTzs46IiBSqQotuXL9+Hb6+vrd+Eo0G0dHReO+99xwWGFkVr2/CiwkiUp5cBwzVA24qEGHmZx0RESlThRKn++67D0ajscx9EhISSl0Yl6qneH0TDtUjIuVxRDly4KaS5OxxIiIiharQN52Xl5dUHjY6OtruMVEUkZSUhA0bNmD8+PGOj7CeY48TESlZtgPKkQPFPU68SUREREpVocTpiy++kP598OBBu8c0Gg38/PywaNGicivuUeXZqk3xLiwRKZGjh+rxJhERESlVpcdWbNu2rSbioFvgXVgiUjKHDdWz3SRi4kRERApVoTlON7vnnnuQkZFRYrvRaGQ58hrAu7BEpGQ5jhqqZxuWbOJNIiIiUqZKJ07bt29HQUFBie15eXn466+/HBIUFeNdWCJSMluPU3XKkQPFhXBYVY+IiJSqwmMrDh8+LP37+PHjSE5Oln43m83YvHkzGjVq5NjoiHdhiUjRbImTG6vqERFRHVfhb7pOnTpBEAQIglDqkDwXFxd89NFHDg2OOFSPiJSNxSGIiKi+qHDidO7cOYiiiPDwcOzZswd+fn7SY3q9Hv7+/tBqq/fFSSVxqB4RKZmtHHl1h+qxEA4RESldhROn0NBQAIDFwgv42mS7mChg4kRECpTrqKF6vElEREQKV6Fvul9++QWDBg2CTqfDL7/8Uua+w4YNc0hgZFW8AC7vwhKR8jiqOETxfE4mTkREpEwVSpxGjBiB5ORk+Pv7Y8SIEbfcTxAEmM28wHck3oUlIiVzWDlyDtUjIiKFq1DidPPwPA7Vq13SxQTvwhKRwpjMFpjMIoDqJ056DksmIiKFq/Q6TlS7eBeWiJTKNkwPAFw5x4mIiOq4Cn3TffjhhxV+wqeffrrKwVBJ0tomvJggIoWxDdNz0ghSj1FV8SYREREpXYUSp/fee69CTyYIAhMnB+PaJkSkVI4qDAHws46IiJSvQonTuXPnajoOugVp+IqJd2GJSFkcVYocuKl3nfM5iYhIoao1tkIURYii6KhYqBR63oUlIoWy9ThVtzAEwKF6RESkfFVKnJYvX4527drB2dkZzs7OaNeuHZYtW+bo2AgcvkJEypVdNMeJQ/WIiKg+qPT4ijlz5uDdd9/FU089hZ49ewIAYmNjMWPGDCQmJuK1115zeJD1Ge/CEpFSOXSoHsuRExGRwlX6227JkiX4/PPPMXr0aGnbsGHD0KFDBzz11FNMnByM4/6JSKkcWxyCFUSJiEjZKj1Uz2QyoWvXriW2R0REoLCw0CFBUTEOXyEipbKVI+ccJyIiqg8qnTiNHTsWS5YsKbH9s88+w5gxYxwSFBXjxQQRKZVDe5x0vElERETKVqWB6cuXL8eWLVvQo0cPAMDu3buRmJiIcePGITo6Wtrv3XffdUyU9RgXwCUipcpx6BwnDksmIiJlq/S33dGjR9GlSxcAQEJCAgDA19cXvr6+OHr0qLSfIAgOCrF+u3nCtCiKbFciUoxcDtUjIqJ6pNKJ07Zt22oiDroF28UEABSYLdJdWSIiuWU7cKge16wjIiKlq9YCuFTzbk6UeEFBREri2HLk1s86liMnIiKlqvS3XV5eHj766CNs27YNqampsFjsv+QOHDjgsOAI0GkFCAIgikVj/53ljoiIyCqnBhbALbSIKDRb4KTlfT0iIlKWSidOkyZNwpYtW/DAAw+gW7dunHNTwwRBgMFJgzyThWP/iUhRbMUhHDLHSWc/LJmJExERKU2lE6f169dj48aN6NWrV03EQ6UwOGmLEicOYSEi5ShOnKo/VE9/U6KUb7LAVV/tpyQiInKoSt/Sa9SoETw8PGoiFroFqdoUy/QSkYI4ssfJSauBk8Y6goE3iYiISIkqnTgtWrQIL7zwAi5cuFAT8VApiheG5FA9IlKOHAeWIwdYkpyIiJSt0uMrunbtiry8PISHh8PV1RU6nc7u8WvXrjksOLKSFobkXVgiUhBHDtUDrCXJswvM/KwjIiJFqvS33ejRo3H58mW8+eabCAgIYHGIWmDg+iZEpEC5DhyqB9huEplYkpyIiBSp0onTrl27EBsbi44dO9ZEPFQKaWFIE4evEJEyiKLo+KF6HJZMREQKVuk5Tq1bt0Zubm5NxEK3wB4nIlKa/EILLKL1345YxwlgIRwiIlK2SidOCxYswLPPPovt27fj6tWrMBqNdj/keJzjRERKY5vfBDhujhM/64iISMkq/W03cOBAAEC/fv3stouiCEEQYDZziIWjsdIUESmNbZiewUkDrcYxc135WUdEREpW6cRp27Ztt3zsyJEj1QqGSmfQFd2F5fAVIlIIR67hZFM8x4mfdUREpDyVHqrXp08fu58uXbrg1KlTmDlzJqZPn16lIBYvXoywsDA4Ozuje/fu2LNnT4WOW7VqFQRBwIgRI6r0umrBOU5EpDSOLkUOAHot5zgREZFyVTpxstmxYwfGjx+PoKAgvPPOO7jnnnvwzz//VPp5Vq9ejejoaMydOxcHDhxAx44dERUVhdTU1DKPO3/+PJ577jn07t27qm9BNWyJE0v0EpFSOLqiHnDTHCczP+uIiEh5KpU4JScnY8GCBWjRogUefPBBeHp6Ij8/H+vWrcOCBQtw++23VzqAd999F5MnT8bEiRPRtm1bLF26FK6urlixYsUtjzGbzRgzZgzmzZuH8PDwSr+m2hRPmOa4fyJShpz8Ghyqx6UXiIhIgSo8xmLo0KHYsWMHhgwZgvfffx8DBw6EVqvF0qVLq/ziBQUF2L9/P2bNmiVt02g0iIyMRGxs7C2Pe+211+Dv749Jkybhr7/+KvM18vPzkZ+fL/1uq/xnMplgMpmqHLuj2GIoK5aiawnkFhQqIua6oCLtTjWDbS8fR7Z9Zq71c9VFp3HY31JXVGQiN18Zn8+OwnNePmx7+bDt5cF2r7zKtFWFE6dNmzbh6aefxpQpU9CiRYsqBfZv6enpMJvNCAgIsNseEBCAkydPlnrMzp07sXz5csTFxVXoNebPn4958+aV2L5lyxa4urpWOuaaEhMTc8vHLlwUAGhxOuEcNm5MqL2g6oGy2p1qFttePo5o+90p1s+lzIyr2LhxY/WDApB8WQNAg6MnT2NjdunfAWrGc14+bHv5sO3lwXavuJycnArvW+HEyZawREREoE2bNhg7dixGjRpVpQCrKjMzE2PHjsXnn38OX1/fCh0za9YsREdHS78bjUaEhIRgwIAB8PT0rKlQK8xkMiEmJgb9+/eHTqcrdZ+LO85h86UzCGzUGIMHt6vlCOumirQ71Qy2vXwc2fZpsReAs6cQ1igYgwd3cEh8hzadws6UC2gSFo7BUS0d8pxKwHNePmx7+bDt5cF2r7zKrENb4cSpR48e6NGjB95//32sXr0aK1asQHR0NCwWC2JiYhASEgIPD49KBerr6wutVouUlBS77SkpKQgMDCyxf0JCAs6fP4+hQ4dK2ywW6yRiJycnnDp1Cs2aNbM7xmAwwGAwlHgunU6nqBOqrHhcDdbtJjMUFXNdoLTzoD5h28vHEW1fNMUJ7s6O+zs6F1XoM1nq5mcdz3n5sO3lw7aXB9u94irTTpWuqufm5oZHH30UO3fuxJEjR/Dss89iwYIF8Pf3x7Bhwyr1XHq9HhEREdi6dau0zWKxYOvWrejZs2eJ/Vu3bo0jR44gLi5O+hk2bBjuvvtuxMXFISQkpLJvRxWK1zbhhGkiUgZbVT2XGqiqV8CqekREpEBVLkcOAK1atcLbb7+NS5cu4fvvv6/Sc0RHR+Pzzz/Hl19+iRMnTmDKlCnIzs7GxIkTAQDjxo2Tikc4OzujXbt2dj/e3t7w8PBAu3btoNfrq/N2FKu4qh4vJohIGWp0AVyu40RERArkkJULtVotRowYUaWFaEeOHIm0tDTMmTMHycnJ6NSpEzZv3iwVjEhMTIRGU638TvWkBXB5MUFEClEj5cid2LtORETK5bgl36th2rRpmDZtWqmPbd++vcxjV65c6fiAFIYXE0SkNDkmW+LkuK8R9q4TEZGS1e+uHJUw6HgxQUTKkls0x6lmepz4WUdERMrDxEkF9FpeTBCRstjmODm0OIQ0x4m960REpDxMnFSAVfWISGmyixInNwcO1eNNIiIiUjImTirA4hBEpDQ1MlSvaFhyARMnIiJSICZOKsAJ00SkNDUyVI+FcIiISMGYOKmA7WKCd2GJSClsiZObwZFV9ThUj4iIlIuJkwrcPMdJFEWZoyEiAnKKhuq56BzZ48TedSIiUi4mTipgu5iwiEChhYkTEcnLbBGRVzTn0rFznFhVj4iIlIuJkwrYhq8AvBNLRPLLvSmx4VA9IiKqL5g4qYBd4sQ7sUQkM9swPUGw/3yqLv1NiROHJRMRkdIwcVIBQRDsLiiIiOSUW1QYwlWnhSAIDnte27BkADCZmTgREZGyMHFSCQ5hISKlKC5F7rhhesC/hyWzd52IiJSFiZNKFFeb4sUEEcnLNlTPzeC4whAA53MSEZGyMXFSCanHycSLCSKSl9Tj5MBS5ACHJRMRkbIxcVKJ4rWceDFBRPKyJU6OLEVuU3yTiL3rRESkLEycVIJD9YhIKYqH6jl2jhPARXCJiEi5mDipBIfqEZFS1NRQPYCFcIiISLmYOKkELyaISClya2GoXgE/64iISGGYOKlE8YRpDtUjInnVVDlygJ91RESkXEycVILj/olIKbLyrXOcPJwdnzg5Fw3/s/VqERERKQUTJ5WQquqx0hQRySwzz5o4uddAcQgfNz0A4Gp2gcOfm4iIqDqYOKmENO7fzB4nIpKXrcepJhInfw8DACDVmO/w5yYiIqoOJk4qIQ3VY1U9IpJZZp4JQM0M1ZMSp8w8hz83ERFRdTBxUglW1SMipcjKq7k5Tn6ezgCA1Ez2OBERkbIwcVIJaY4TK00RkcwypcRJ5/Dn9nO39jilMXEiIiKFYeKkEqyqR0RKUaNznDyZOBERkTIxcVIJaage5zgRkcyMtTDHKS0zH6IoOvz5iYiIqoqJk0oYuCgkESmAKIrFPU41McepKHEqMFuQkWNy+PMTERFVFRMnlTDoOFSPiOSXU2CGrSPIw+D4OU4GJy28Xa3Pm5bF4XpERKQcTJxUglX1iEgJbIUhnDQCnHU18xViKxDBtZyIiEhJmDipBIfqEZESZOVbh8+5OztBEIQaeQ1bgQiu5URERErCxEkluAAuESmBsQbXcLLx9+BaTkREpDxMnFSieB0nJk5EJB/b4rfuNTC/ycZWWY9D9YiISEmYOKkEh+oRkRJIi9/WwBpONrbKeiwOQURESsLESSW4AC6ROqRl5uPtzSex9/w1uUOpEbY5TjU5VM9P6nHiHCciIlIOJk4qwQVwiZRv+6lUDPpgBz7ZnoDxK/bgdEqm3CE5nK3HqSbWcLKxzXFK4xwnIiJSECZOKuHlYp1PcC27AGaLKHM0RHSz/EIz3lh/HBO+2Iv0rALotRrkFJjxxNf7YcyrW4u4ZtZGcQipqh4TJyIiUg4mTioR7O0CvZMGBWYLrmTkyh0OERX5Oz4dwz/+G8t2ngMAjO8Ziu0z+yLYyxln07Px7A+HYKlDNzuy8muvOERWfiFyCgpr7HWIiIgqg4mTSmg1AsIaugIAzqZnyxwNER2/YsS4FXswZtlunEzORANXHT4f1xXzhrdDsLcLlo6NgN5Jg5jjKfhke7zc4TpMZl7Nz3FyNzjBRWed18nhekREpBRMnFSkqa8bAOBcWpbMkRDVb4u3xWPIR39hx+k0OGkETLgjDDHRfdC/bYC0T4fG3nhjeDsAwKKY0/jfhuM4mWyUK2SHsfU41WTiJAhCcYEIJk5ERKQQNffNRw4X7ucOIIU9TkQyyjOZ8cHvZyCKwJD2QZgZ1QphRTc1/u2h20Nw6FIGvt2diM//OofP/zqHNkGeGN0tBGN7hEIQhFqOvvqk4hA1WI4csA7XS7yWw7WciIhIMZg4qYjU48TEiUg2hy5moMBsgZ+HAR8/3Lnc5Of14e3Qu4Uf1h68hD9OpuJEkhFzfj4GQRAwtkdoLUXtOMXFIWpujhNwc4EIliQnIiJl4FA9FQkvSpzOpjFxIpKLbX2mbmE+Feox0mgEDGwXiE/HdsXelyMxuXdTAMDiP+JVuaB1cXGImu5xYklyIiJSFiZOKmLrcbpyIxd5JvVdcBHVBbvPFSVOTX0qfay3qx7PRbVCoKczko15WL33oqPDq3G1URwCAOc4ERGR4jBxUhEfNz08nZ0gisCFqzlyh0NU7xSaLThw4ToA4PawyidOAGBw0mLq3c0AAJ9sS1DdTZCsWljHCWDiREREyqOIxGnx4sUICwuDs7Mzunfvjj179txy388//xy9e/dGgwYN0KBBA0RGRpa5f10iCAKa+rkDAM6ysh5RrTueZER2gRkezk5oFehR5ed56PYQBHmpr9fJbBGRXWBN9GqjOAQApBo5x4mIiJRB9sRp9erViI6Oxty5c3HgwAF07NgRUVFRSE1NLXX/7du3Y/To0di2bRtiY2MREhKCAQMG4PLly7UcuTya2eY5sUAEUa3bUzRM7/YwH2g1Va+IZ3DS4sm7mwMAPtker5peJ9v8JgBwr+EeJ9scp/Ss4h6nG7kmjFj8N1779XiNvjYREVFpZE+c3n33XUyePBkTJ05E27ZtsXTpUri6umLFihWl7v/tt9/iySefRKdOndC6dWssW7YMFosFW7dureXI5cHKekTyuTlxqq6HujZGsJczUoz5WLUnsdrPVxtsiZPeSQODk7ZGX8tWVe9qdgEKzRYAwIbDSYi7mIGVu87hahaH8BERUe2StRx5QUEB9u/fj1mzZknbNBoNIiMjERsbW6HnyMnJgclkgo9P6Rcy+fn5yM8v/oI1Gq0LUJpMJphMpmpE7xi2GCoaS5MG1ruwZ9OyFBG/WlW23clx1Nr2oihKFfUiQjyrHb8GwON3NcXcX0/gk+0J+E+nQLjqa/Yjubptfz0zFwDgbtDW+N/PQydAqxFgtohIyshGoKczNh65AgCwiMCmI1cwsmvjGo3BUdR6ztcFbHv5sO3lwXavvMq0layJU3p6OsxmMwICAuy2BwQE4OTJkxV6jhdeeAHBwcGIjIws9fH58+dj3rx5JbZv2bIFrq6ulQ+6hsTExFRov0vZAOCEU1euY+PGjTUaU31Q0XYnx1Nb2yfnANdznKDTiLh4eBeSjlb/Od0tgI9Bi9TMfDy7/HcMDbVU/0kroKptf9YIAE7QmAtq5fPHXavFDYuAdZv/gK8zsCtBC8A6RPKb7UfhkXq4xmNwJLWd83UJ214+bHt5sN0rLien4gXXVL0A7oIFC7Bq1Sps374dzs7Ope4za9YsREdHS78bjUZpXpSnp2dthXpLJpMJMTEx6N+/P3S68heUzM4vxMLDfyC7UMAdffvD29V6zO5z1/DBHwl49d7WaBlQ9Unr9UVl250cR61t//3ei8ChE4gI9cGwe2932PO6NkvFlO/isD1Zi+j770QLf3eHPfe/Vbftt59OA44dRICPJwYP7lkDEdr7/MI/uHHFiBYduuJGrgmWvcfg565HWlYB4jO16HV3P3i5KP8cUus5Xxew7eXDtpcH273ybKPRKkLWxMnX1xdarRYpKSl221NSUhAYGFjmse+88w4WLFiA33//HR06dLjlfgaDAQaDocR2nU6nqBOqovF463TSGjAXb+TDz8vaa/ZOTDziLmZg6V8X8NHozjUdbp2htPOgPlFb2+9PvAEA6Bbu69C4B3VohMiDV/D7iVTMW38Sqx7rUaGFdaujqm2fW1QbwtNZXyt/uwBPZxy9YsT1XDO2nkgDADzcPRSbjybjVEom/jxzDfdHqGO4HqC+c74uYdvLh20vD7Z7xVWmnWQtDqHX6xEREWFX2MFW6KFnz1vfzXz77bfx+uuvY/PmzejatWtthKoo4X5FBSLSrAUiEtKyEHcxAwDw+/EU5BQU3upQIqqivUWFIbpXYeHb8swdehucdRrsPncNPx1QboVQ2+K3NV1Rz8ZWIOJcejZ2nE4HAAxuH4RB7a031jYdTaqVOIiIiAAFVNWLjo7G559/ji+//BInTpzAlClTkJ2djYkTJwIAxo0bZ1c84q233sLs2bOxYsUKhIWFITk5GcnJycjKqj/rGv27st7amy60ck1m/H6i9FLuRFQ1l67n4MqNPDhpBHRu4u3w5w/xccXT/VoAAN7ceAIZOQUOfw1HkBa/reE1nGz8ikqS/3TgEgrMFoT7uqFlgDsGtQsCAOw4k25XIp2IiKgmyZ44jRw5Eu+88w7mzJmDTp06IS4uDps3b5YKRiQmJiIpqfiu4pIlS1BQUIAHHngAQUFB0s8777wj11uodTcnThaLiLUHrYlTq6K5Tb8euiJbbER1ka0M+W2NvGqs8t1/7wxHC393XM0uwMLfTtXIa1SXLUnxqKUeJ7+iRXDTs6yJ5MB2gRAEAS0D3BHu64aCQgv+OMkbRUREVDtkT5wAYNq0abhw4QLy8/Oxe/dudO/eXXps+/btWLlypfT7+fPnIYpiiZ9XX3219gOXiW2oXkJaFv45dxWXM3Lh4eyEtx+wzvX681QabuSyDCWRo8QmXAVQM8P0bPROGrw2vB0AYM2+S8hWYE9KZlGPU60N1fOwn59q62kSBAED21mH623mcD0iIqolikicqHKa+lqrbp2/mo0f918CANzbIQgdQ7zRMsAdBWYLfjuWLGeIRHXG9ewCrD9svTjv29KvRl+rR7gPQhu6osBswV9n0mr0tarCljh5ONfOhOObE6fGDVzQrlFxJVRbErXtZBpyC8y1Eg8REdVvTJxUqHEDFzhpBOSZLNKwvPu6WCtLDe0QDIDD9ZTk6OUb0qR6Up+v/7mAXJMZbYM80bNZwxp9LUEQENnGOkx5y/GUcvaufVJxiFqa4+TvWbzMxMDbAu2qDbZr5InGDVyQazLjz9PKSzKJiKjuYeKkQjqtBk0aWsuQm8wimvi4omtoAwDA0I7WxGlXwlWkZ+XLFiNZ/bDvIu79aCfGLNsNk7l2Fjclx8kzmfHlrvMAgMf7hNd4mXAA6N/WmjhtO5mKQoWdM7U+x8ndAFuT2yrp2QiCgIG3WbdtOc4ediIiqnlMnFQqvKhABADc16WRdEEX5uuGDo29YLaI2HSEY//ldPFaDub9cgwAcPjSDXz0R7zd46Io4t2Y0+i3aDu+ij3PxEqBftx/CVezC9DI2wVD2gfVymt2DW0Ab1cdrueYsP/C9Vp5zYoqHqpXO4mT3kmDlwa1wRN9mqFzSIMSj99VNHRSae1ERER1ExMnlWp6c+LU2X4ByOLhekyc5GK2iHj2h0PILjCjkbcLAGDxtnhpvS3b7x9uPYOEtGzM+fkY+r/7JzYcToLZIuJcejY2HknCR1vPYFdCukzvon4zW0R8/tdZAMB/ezeFk7Z2Pi6dtBrc08ofAPD7CWUN17P1OLkbam9Rxcl3hePFQa2h0ZTs7esY4g0AuHA1hz3sRERU42rntiE5XOtA6yTpbk19pGF7Nvd2DML/Np7AnvPXcCUjF8FFF+5UM9757RTiLmZg8l3huKuFLwRBwPKdZ7Hn/DW46bX4fnIPLIo5hZ/jriB6dRw2PN0bPx28hHe2nAYA3N+lMf48nYrzV3Mw9bsD0GkFmMyi3Wu8MqQN/ts7XPpdFEWs3HUe3+5ORH5h8cR4LxcdBrULwvBOwWjcwP68oMr57VgyLlzNgberDiNvD6nV145sG4CfDl5GzPEUvDS4Ta0MEayI2u5xKo+Xiw4t/N1xJjULcYkZiCwa5khERFQTlPHtR5U2vFMwckxm9GvtX+KxIC8XdArxRtzFDPxz9qpUOIIcb+/5a/h4m3UI3s74dPRq3hAjb2+Cd36zJkWz722LJg1d8dqwdth99hrOpmdj/Bd7sPe8dV2gp+5pjmcHtEJWfiE+23EWy/46i5wCMwxOGrQK9ICXiw5/nUnHGxtOIC0rHy8ObI1r2QV4bs0hbDtVckL8ReTi6GUjFv52Ct2a+mDiHWEYVEtDzNQs6UYuYo6nwOCkQZsgT7QM8MCnfyYAAMb1CK2xtZtu5a6WftBrNTh/NQcJaVlo7u9Rq69/K7VdHKIiOjfxxpnULBxIvM7EiYiIapRyvv2oUpy0GoztEXrLxzs3sSZOhy/dYOLkAHkmM5x1WrttoijifxtOAABaB3rgbFo2/o6/ir/jrWv+RLbxl3oqvFx1WPhgB4xdvkdaTPXh7k0Q3b8lAOuFaHT/lph0Z1Ncyy5AEx9XaDUCRFHE0j/P4q3NJ/Hpn2dxNi0bcRczkJaZD72TBi8MbI0uTbylmM6kZmHtgcv459xV7Dl3DXvOXcP8+9pjdLcmNd1EqpOVX4iNR5Kk9hJv6uTTCIBFBAxOGoy7I6zWY3M3OKFns4b483QathxPUUTiVFBoQX6hdR6eZy2VI6+ILk0a4Id9l3AwMUPuUIiIqI5j4lRHdWzsDQA4cvmGvIHUAV//cwGv/3ocD3dvgrlD20rDpjYcSULcxQy46rX4alI35JssWLTlFNbFXYGvuwHz7+tgN8Sqdws/TOwVhi/+Po8h7YPw+vB2JYZgebno4OVSfFEqCAKm9G2Ghu56zPrpCGKKSlS38HfHRw93loZs2nRu0gAPdQ3BlYxcfLI9Ht/8k4iX1x6Bl4sOg9nzJLlwNRsPfRqLFGPxvJjbwxpA76TBiaRMXMsuAGBNbn3dDbd6mhrVv20A/jydht+Pp+DJvs1lieFmWTctyOtm0JaxZ+3q3MRaNOLQpQwUmi21NheNiIjqHyZOdVT7xl4AgGNXbvBiohr+OXsVr/5yDGaLdU6Ru8EJz0W1Qn6hGW9vPgUAeOyucPh7WNebeX9UZzw7oBVc9NpSL7jn3NsWj/QIRbivW6XmrTzUNQQN3fR4bf1x9Gnph1mD2sBFf+uL12BvF7w+vB3MFuD7PYl4ZlUcvFx06NXc95bHpBjzcDzJiBNJRpxMyoSLTot5w28r0dOmdqnGPDyyfDdSjPlo5O2C0d1CMLxTI4T4WOeEiaKItMx8XM7IRbtGXrLFGdkmAK+sO4qDRT2Mfh7yJHA2WUXzm1x0WkV9nrTwd4eHwQmZ+YU4nZKFtsGe5R9ERERUBUyc6qimDd2ki4kzqVloE8SLicpKvpGHad8dgNkiom2QJ44nGfHxtng0cNNDFEUkXsuBv4cBj90Vbnec7QK8NIIgoJmfe5Xi6dcmAP3aVHwOhyAIeGNEO9zILcDGI8l47Kt9+HxcV/Rs1tAuaTt6+QYWbDqJnfElq/c1aeiKqXfL39vhKDdyTBi3Yg8uXstFaENXrHmip5T02giCAH9PZ7vFV+UQ6OWMDo29cPjSDWw9kYJRMg+3NBbNb1JKYQgbjUZAxxBv7IxPx4HE60yciIioxijntiE5lEYjSHfLj1zicL3Kyi80Y8q3+5GeVYDWgR74vyl34LkB1vlIr68/jkVFFfGi+7es9cIBlaHVCHhvZCf0at4Q2QVmPLxsN/q/twOLt8XjQOJ1TF91EPd+tBM749OhEax374d2DMbIrta5WUu2J9SZMs+5BWZM+nIvTiZnws/DgK8f7V4iaVKayKJE+dVfj+HtzSel5KUqLmfk4rX1J3A+s2rHS6XIFZY4AZDm+XGeExER1STlfQOSw3Ro7IXYs1dx+HIGHqrlcspqJooiXvv1OA4mZsDT2Qmfjo2Ai16LqXc3x7VsE1b8fQ65JjNaBrjjwa7Kb1eDkxafju2KOT8fxfrDSYhPzcLC307Z7TOiUzCeHdBK6i2zWEQcTzLiyOUb+HDrGbw2vJ0coTtE8o08/Bx3GWv2X0J8ahY8nZ3w1aPdSpTxV6Lxd4RhZ3w69py7hk+2J+D7PYl46p4WGNOjCQxOFR9CmVtgxqSV1qTRoNGi9+Ub6BJ262GbpcmSSpErpzCEjW2e08FELoRLREQ1hz1OdZhtntNh9jhV2L7z1/DA0lh8uzsRggB8MKozQhtaFxsWBAGvDGmDUbeHQKcV8OrQ26AtZVFOJXI3OOHdhzph3yuReOv+9ugR7gMnjYDeLXyx/qk78f6oznZDDDUaAS8NbgMA+HZ3IhLSsuQKvcpOJBkxZtk/6LlgK+ZvOon41Cy4G5ywYsLtqhm66uWiw+rHeuCzsRFo5ueG6zkmvLb+OCLf/RM/x12GxVJcCjAhLQvvxZzG0j8TYDJbpO2iKOLFnw7jZLK1qynfImDSVwcQn1q5v2lmftFQPQWVIrfpVLQQ7tn0bFwvKuxBRETkaMr7BiSHsVXWO5FkRH6huVJ3qOubhLQsvLXpJLYUVa1z1mnw8uA2uPtf62RpNAIW3N8Br49oB52CJshXlKezDiNvb4KRtzeBKIplFqjo2awh+rX2x9aTqXhr00l8Nq5rLUZaMZeu58DbVV9iXaHUzDyMX7EHqZnWYYbdwnwwonMjDGkfBC9X5fWYlEUQBAy4LRD3tPbHmv2X8F7MaVy8lovpq+Lw+V9nMahdEH47lmx3g2TTkSR8ONqa9K/cdR4/x12BViNgycOd8PraA7iYbcK45bvx45Q7KrxAtq3HSUlrONk0cNMj3NcNZ9Ot5fr//f+WiIjIEdR35UcV1riBC7xddTCZRZxOVl+PgSOdSDLio61nkJZZcr7OgcTruPfDndhyPAUaARjdLQR/zrwbY3uG3fL51Jg0/VtFqvq9OKg1NAKw5XiKtP6UUqw/fAV3vb0Nd7+zHcevGKXtJrMF0749iNTMfLTwd8dfz9+NH57oiYe7N1Fd0nQzJ60Go7s1wfaZffHcgJZwNzhJix0fvnQDWo2APi394OWiw6FLNzDkw51YtOWUtNbYy4Pb4O5WfniijRnhvq64ciMPY5fvRkZOxXpojNJQPeUlTgCH6xERUc1T/9Uf3ZIgCGhfVCDi0KUMeYORiSiKWL7zHIZ//DcWxZzG/Ut24Xx6tvT4mdQsPLpyL3JNZnQL88GWGXdh/n0dECBzRTWlaBHgIVVzm/njIXy3OxE3cqpeoMBR/jqThhmr42ARgbTMfIz8NBb/nLUuPPzmxhPYc/4aPAzW+WllVTlUI1e9E6bd0wJ/zuyL/97ZFHe19MPcoW2x+6V++PLRbtg0vTe6hfkgK78QH/0Rj0KLiOGdgjGxVxgAwF0HfDE+AkFezkhIy8bSP89W6HWVXBwCsC76DQAHFFAgYvupVAz/eCf2X1DWzQYiIqoeJk51nLQQbj2c55SelY9HV+7F6+uPo8BsgYtOi8RrOXhg6S4cu2LEtXxg4pf7kZFjQqcQb6x89HY09/eQO2zFeSayBRq66XHhag5eWnsEt//vdzzx9X58tzsRBxKvI7vogjq3wIxDFzOwem8ivo49b7dgqiPFXczA41/vh8ksYlC7QHRr6oPM/EKMW7EHs9cdxRd/nwcALHqoI8KrWPpdDRq6G/DKvW3x1aPdMLFXU2ndsGBvF3z/WA/MiGwJjQC0a+SJ+fe1t+thDPZ2wavDbgMArN6biDyTudzXy5TKkSuz165LUY9T3MUMmG+a+1Xb4lOzMO27gzh06Qb+78Bl2eIgIiLHU+atQ3IYqUDE5fqVOB1IvI7Hv96PtMx86J00mD2kDaLaBWLCir04nmTEmOV74SxocTU/H8393fHFhNsVXVZcTv4eztj0TG+sPXAZaw9exsnkTGw+lozNx5IBAIIA+HsYkJaZj5uvV5fvPIcPRnVGx6KJ+7eSlV8IJ41gt9Cu2SJi99mr+OngZcSnZqGZnzvaBHkg2NsFL689gpwCM+5s7ov3R3WCKAJPf38QW46n4Ot/LgAAnrqnOQbcFujwtlALrUbA9MgWGNszFO4GJ+idSt4ji2wTgEbeLrickYtfDl3BQ+VUiJSq6ilwjhMAtAxwh6tei6z8QsSnZqFVYO3fBMnKL8TjX++Tbhpcvp5b6zEQEVHNUeY3IDlMh6LE6XRKJnILzHDR1/0CEdtOpmLKt/uRZ7Kghb87Pnq4M1oHWquorX68Bx7/ej92JVxFNgQEeznj60nd0MBNL3PUyubv4YzH+zTD432a4USSEesPX8GRy0acSDIiLTMfKUbr3LGGbnq0CfLE2bQsnL+ag/uX7MLMqFaY3Dscmn9VIDSZLVj0+0l8tiMBgiAg3NcNrYM84eOqw2/HUpBszJP2jbuYYXdsxxBvfDo2Qip4suSRCLyy7ii+35OIu1v54ZnIljXbICrhU8Z5rdUIGNszFAs2ncSXu87jwYjGZc57U/pQPSetBh0beyP27FW8tv4Y5g69DS0Dbp08FZotWH84CX4eBvQIb1jtCpmiKOK5Hw4hIS0bOq0Ak1nE5QwmTkREdYkyvwHJYQI9neFX1BtwPMmIiNAGcodUZaIowmwR4VRGYYb/238Jz//fYZgtIvq09MMnY7rA7aY75B7OOnwx8XbMWXcEu05cwrLxEQjyqlhVMbJqE+RpV847PSsfF67mIKSBC/w8DBAEATdyTHhp7RFsOJKE+ZtOYuuJVIy7IxSRbQKgBZCeB4z6fA8OXy4q6iCKOJOahTM3lcj2dHbCvR2D0b2pD86lZ+NkUiZOJhvh52HAp2O72v1dtRoBb/6nHR67KxxNfFxVUyZebiO7huC9mNM4dsWIA4nXERHqc8t9lV4cArCue7Xn/DX8HX8VA9/fgQciGmNG/5Yl/o9fup6DZ1bFYd8FayGJQE9nDO8UjMHtg3Aj14STyUacSMrE9ZwC3N3KH/d2CELDoqGQ+YVmbDuZivWHk1BQaEHrIE+0CfTA8SQjNh9Lhk4r4K37OyD6h0O4kpELUZRv2CARETmWcr8BySEEQUCHRl7YejIVRy5lqDpxevH/rBfiXz7ardT38emfCZi/6SQA4L7OjfDWAx1KrX5ncNLijeG3YaPuAsL93Go87rrO190gza+x8XLV4eOHO6P3Xl+8+usx7Dl/TSrY0KelL2KOa5FvNsLT2Qlv3d8BnZs0wIlkI04mZSLpRi7uaNYQd7f2r1QJfUEQ0NSXf8/KaOCmx/BOwfhh3yWs3HWhzMRJyeXIbQa2C0TMjLuw8LdT2HQ0GT/su4S1By/j7lb+uK9LI9zd2h+/H0/Fiz8dRmZeIdwNTtBqBCQb8/DpjrP4dEfJQhnbT6Xh9fXH0aelH/w8DNh4JElKIgFISxjYvDrsNgxuH4ToHw4hp8CMjBwT3PVM5ImI6gLlfgOSw7RvbE2c1DzP6fgVI1bvuwgAiP4hDhuf7m3X4/DDvotS0vT4XeF4YWDrEkPDqHYJgoBR3ZqgV3NfrNqbiHUHr+ByRi7WH0kGIKBrqDc+GN0FjYrWEQr0csbdrbj+Tm0b1zMMP+y7hE1HkpA6pA38b1FRUloAV6HFIWzC/dyx5JEI7L9wHW9tOok9569hy/EUbDmeAje9FtkF1kIYnZt448NRneHvacC2k2lYe/ASdp5JR4CnM9oEeaJ1oAcMOg1+PZSEI5dvYOvJVOk1Aj2dMbxzMPw9nHGqqHfqbFoWHuwagoe7NYEgCPB1NyA9Kx+XM3LRyr9uVXYkIqqvmDjVA7bKeodVXFnvg62npX9fuJqDNzeewP/+0x6AtWLgK+uOAgCevqc5oge0kiVGKl2IjytmRrXGs/1bYc/5a/g17jIyk8/jrYld4eJsKP8JqEa1a+SFrqENsO/CdXy7OxEz+pc+PyxLBUP1bhYR2gA/PNETJ5ONWHvwMn4+eAXJxjwIAvBk32Z4JrKl1CM9sF0gBrYrvZjIY3c1Q3xqJtYdvIIbuSYMbBdYoTlRjRq4ID0rH5euM3EiIqor1PENSNViq6yXkJaFKxm5CPZW15yeY1du4LdjKRAEYN6w2zDn52P4dnciItsGoGNjbzzxzX4UFFoQ2cafRQEUTKMR0CO8ISJCPLFx47ky56pR7Rp/Rxj2XbiO7/YkYurdzUtU4RNFEZkqGKpXmtaBnpg1yBPPR7XG3vPX4G5wQrui9e0qqrm/B56LqtwNmUbezjh0EbjCAhFERHUGr1zqAV93A3qE+0AUgSXbE+QOp9I++P0MAGBoh2CM6xmGR3s1BQA8/+NhPPntflzOyEVTXze8O7ITh+cRVcHAdoHwddcjLTMfBxOvl3g8v9CCwqJa82rpcfo3bVHiXtmkqapsQ1BZWY+IqO5g4lRP2HpiVu+9qKo7oEcv38CW49bepqf7NQcAPD+wFZr5uSEtMx//nL0GV70WSx+JgKfC514QKZVOq0H7ooTi5sqGNrbeJkEA3LjeWYVIiRPXciIiqjOYONUTPcIbomd4QxSYLfhke3ytve4Pey9ixOK/sefctSod/8FWa2/TsI7BaO5vXZPFWafFeyM7wamod+ntBzrIstglUV3SomjNo/hSEydrYQh3vRN7dSuoUQPrvCb2OBER1R1MnOqRZyJbALD2OtXGl/mVjFzM/vko4i5m4JHlu/HbseQKHZdnMuPo5Rv4ctd5xBxPgUYAnrqnhd0+HRp74+tJ3bFsXFfc2yG4JsInqlea+7kDKD1xUvrit0oU7G2tTqimHn4iIiobvwXrke7hDXFHs4bYlXAVn2yLl6rSVdSNXBM2H03C+sNJ0Gk1GNoxCFG3BcL1FkN3Fm05jfxCCwxOGuQXWjDlm/14Y0R7PNy9SYl9L17LwdqDl7HxSBLOpGbBbCleNHJox2A093cvcUzPZg0rFT8R3VrzAOv/sTOpmSUeU2thCDk19rb2OF3NLkBuUQl0IiJSN34L1jPPRLbEroRY/LDvIqb0bYbGDcovk3vk0g0s/TMBMSdSUFBokbb/cTIVrvqjGHhbIB7rE47WgZ7SY8eu3MBPBy8BAL6b3ANr9l3Eqr0X8dLaIzhy+QYaN7CO/y80i/jrTBr2XbCfkO7tqkObQE90auKNqXc3d8RbJ6Iy2G5OpBjzYcwz2c0ZtM3T+fdCx3Rrni5OcDc4ISu/EFdu5MkdDhEROQATp3qmW1Mf9GreEH/HX8X8jSfx3shOJUoP3yw+NQujPouVFo1s4e+O/3RphIJCC9YevIwLV3Pw08HL2HwsGUseiUCfln4QRRHzN56EKFp7iyJCG6BLE2/4eRjw0R/x+H5PYonXEQSgVzNfjOjcCHc290WApwGCwLkURLXF01mHAE8DUoz5iE/NQpcmDaTHDl/OAFC8tAGVTxAEBHs743RKFofrERHVEUyc6qHo/i3xd3wsNhxJwqXrOfhwdGeENnQrsV9mngmPf70P2QVmdA1tgFeH3Ybbgj2lhGZ6vxY4kJiBRVtOYVfCVUxauRfvPNgR3q467IxPh16rwfNFa58IgoBnB7RCmyBP7DidZvc6zfzcMbRjMAK9nGv+zRPRLbXw9yg1cTpStHh2+1oq5V1XNPJ2sSZON/LA8jVEROrHxKkeigj1wdJHIvDC/x3GoUs3MPiDv/D6iHa4r0tjaR+LRcRzaw4hIS0bgZ7OWDo2osQwHUEQEBHaACsndsOzaw7h10NX8MzqODR00wMAxvUMRYiP/VDAwe2DMLh9UM2/SSKqtOb+7tgZn25XIKKg0IITSdZ5Tx0be8sUmTo1alC8llNrmWMhIqLqY1W9empgu0Bsmt4b3Zr6ILvAjOgfDmH4xzux8u9zuJqVjyV/JuC3YynQazVY8kiXMuc26J00+GBkJ0zsFQbAOhna09kJ0+7h3CQiNbHNczqTUlwg4lRyJgrMFni56BDi4yJXaKrUqKhAxJUMznEiIqoL2ONUjwV7u+D7yT2weFs8Ptx6Bocu3cChSzfwxoYTMIvWqnbzht+GzjcN2bkVjUbAnHvbWnun/kzA7HvbwttVX9NvgYgcyJY4xacV9zjZ5jd1aOzFeYeVZCtJfjkjFyi/Dg8RESkcE6d6TqsR8HS/FhjdrQl+PXQF6+Iu43DRfIaRXUMwulvJ0uG3IggCHu/TDI/dFc4LLCIValGUOF26novcAjNc9Focvmj9POjAwhCVZqsemnQjD+Byc0REqsfEiQAAfh4GPHpnUzx6Z1PEp2bidEoW+rcNqNJzMWkiUqeG7gY0cNXheo4JCWlZaNfIC4cv2wpDeMsbnArZhuolG/NhFsvZmYiIFI9znKiE5v4eGNw+CDotTw+i+qaFv7X+W3xqFvJMZpwumu/EHqfK8/MwwEkjwGwRcaNA7miIiKi6eGVMRESSZrZ5TqlZOJ5khNkiwtfdgCAuF1BpWo2AoKJ5TtfzZQ6GiIiqjYkTERFJbPOczqRm4vDFDAAsDFEdjbyt85yu57P9iIjUjnOciIhIIpUkT82Cm8H6FcGFb6suuChxusYeJyIi1WPiREREkhYB1sTpwtUcWCzWigYdQ5g4VVVj9jgREdUZHKpHRESSQE9nuBucYLaIOH81BwDQjj1OVdaoqCT5dRaHICJSPSZOREQkEQRBKhABAEFezvD3YGGIqrKVJL/GHiciItVTROK0ePFihIWFwdnZGd27d8eePXvK3H/NmjVo3bo1nJ2d0b59e2zcuLGWIiUiqvua+xUnTixDXj3BN1XVE0Uu5kREpGayJ06rV69GdHQ05s6diwMHDqBjx46IiopCampqqfvv2rULo0ePxqRJk3Dw4EGMGDECI0aMwNGjR2s5ciKiusk2zwkAOjT2li+QOsBWHKLAIuB6jknmaIiIqDpkLw7x7rvvYvLkyZg4cSIAYOnSpdiwYQNWrFiBF198scT+H3zwAQYOHIiZM2cCAF5//XXExMTg448/xtKlS2s1diKiuqjFTUP1WFGvepx1Wvi665GeVYCfDyWhSUM3uUOqVwoLzTh0VYD2WAqcnLRyh1OvsO3lobZ279vKH8465cdpI2viVFBQgP3792PWrFnSNo1Gg8jISMTGxpZ6TGxsLKKjo+22RUVFYd26daXun5+fj/z84jqwRqMRAGAymWAyyX/3zxaDEmKpT9ju8mHby6eibR/mUzynqU2AG/9W1RTs5Yz0rAK8uemU3KHUU1qsOH1I7iDqKba9PNTT7rue7wM/D4OsMVTmO07WxCk9PR1msxkBAQF22wMCAnDy5MlSj0lOTi51/+Tk5FL3nz9/PubNm1di+5YtW+Dq6lrFyB0vJiZG7hDqJba7fNj28qlI2w9qLMCgBXZt59+purp7CMjx1MDMKU5ERHa2/7EVbjp5Y8jJyanwvrIP1atps2bNsuuhMhqNCAkJwYABA+Dp6SljZFYmkwkxMTHo378/dDqZz5x6hO0uH7a9fCrT9oNrKab6oL/JhHY852XBzxv5sO3lwXavPNtotIqQNXHy9fWFVqtFSkqK3faUlBQEBgaWekxgYGCl9jcYDDAYSnYB6nQ6RZ1QSounvmC7y4dtLx+2vTzY7vJh28uHbS8PtnvFVaadZK2qp9frERERga1bt0rbLBYLtm7dip49e5Z6TM+ePe32B6zDTm61PxERERERUXXJPlQvOjoa48ePR9euXdGtWze8//77yM7OlqrsjRs3Do0aNcL8+fMBANOnT0efPn2waNEiDBkyBKtWrcK+ffvw2Wefyfk2iIiIiIioDpM9cRo5ciTS0tIwZ84cJCcno1OnTti8ebNUACIxMREaTXHH2B133IHvvvsOr7zyCl566SW0aNEC69atQ7t27eR6C0REREREVMfJnjgBwLRp0zBt2rRSH9u+fXuJbQ8++CAefPDBGo6KiIiIiIjIStY5TkRERERERGrAxImIiIiIiKgcTJyIiIiIiIjKwcSJiIiIiIioHEyciIiIiIiIysHEiYiIiIiIqByKKEdem0RRBAAYjUaZI7EymUzIycmB0WiETqeTO5x6g+0uH7a9fNj28mC7y4dtLx+2vTzY7pVnywlsOUJZ6l3ilJmZCQAICQmRORIiIiIiIlKCzMxMeHl5lbmPIFYkvapDLBYLrly5Ag8PDwiCIHc4MBqNCAkJwcWLF+Hp6Sl3OPUG210+bHv5sO3lwXaXD9tePmx7ebDdK08URWRmZiI4OBgaTdmzmOpdj5NGo0Hjxo3lDqMET09PnuAyYLvLh20vH7a9PNju8mHby4dtLw+2e+WU19Nkw+IQRERERERE5WDiREREREREVA4mTjIzGAyYO3cuDAaD3KHUK2x3+bDt5cO2lwfbXT5se/mw7eXBdq9Z9a44BBERERERUWWxx4mIiIiIiKgcTJyIiIiIiIjKwcSJiIiIiIioHEyciIiIiIiIysHESUaLFy9GWFgYnJ2d0b17d+zZs0fukOqU+fPn4/bbb4eHhwf8/f0xYsQInDp1ym6fvn37QhAEu58nnnhCpojrjldffbVEu7Zu3Vp6PC8vD1OnTkXDhg3h7u6O+++/HykpKTJGXHeEhYWVaHtBEDB16lQAPOcdaceOHRg6dCiCg4MhCALWrVtn97goipgzZw6CgoLg4uKCyMhInDlzxm6fa9euYcyYMfD09IS3tzcmTZqErKysWnwX6lNWu5tMJrzwwgto37493NzcEBwcjHHjxuHKlSt2z1Ha/5MFCxbU8jtRn/LO+QkTJpRo14EDB9rtw3O+aspr+9I+9wVBwMKFC6V9eN5XHxMnmaxevRrR0dGYO3cuDhw4gI4dOyIqKgqpqalyh1Zn/Pnnn5g6dSr++ecfxMTEwGQyYcCAAcjOzrbbb/LkyUhKSpJ+3n77bZkirltuu+02u3bduXOn9NiMGTPw66+/Ys2aNfjzzz9x5coV3HfffTJGW3fs3bvXrt1jYmIAAA8++KC0D895x8jOzkbHjh2xePHiUh9/++238eGHH2Lp0qXYvXs33NzcEBUVhby8PGmfMWPG4NixY4iJicH69euxY8cOPPbYY7X1FlSprHbPycnBgQMHMHv2bBw4cAA//fQTTp06hWHDhpXY97XXXrP7f/DUU0/VRviqVt45DwADBw60a9fvv//e7nGe81VTXtvf3OZJSUlYsWIFBEHA/fffb7cfz/tqEkkW3bp1E6dOnSr9bjabxeDgYHH+/PkyRlW3paamigDEP//8U9rWp08fcfr06fIFVUfNnTtX7NixY6mPZWRkiDqdTlyzZo207cSJEyIAMTY2tpYirD+mT58uNmvWTLRYLKIo8pyvKQDEtWvXSr9bLBYxMDBQXLhwobQtIyNDNBgM4vfffy+KoigeP35cBCDu3btX2mfTpk2iIAji5cuXay12Nft3u5dmz549IgDxwoUL0rbQ0FDxvffeq9ng6rjS2n78+PHi8OHDb3kMz3nHqMh5P3z4cPGee+6x28bzvvrY4ySDgoIC7N+/H5GRkdI2jUaDyMhIxMbGyhhZ3Xbjxg0AgI+Pj932b7/9Fr6+vmjXrh1mzZqFnJwcOcKrc86cOYPg4GCEh4djzJgxSExMBADs378fJpPJ7vxv3bo1mjRpwvPfwQoKCvDNN9/g0UcfhSAI0nae8zXv3LlzSE5OtjvPvby80L17d+k8j42Nhbe3N7p27SrtExkZCY1Gg927d9d6zHXVjRs3IAgCvL297bYvWLAADRs2ROfOnbFw4UIUFhbKE2Ads337dvj7+6NVq1aYMmUKrl69Kj3Gc752pKSkYMOGDZg0aVKJx3jeV4+T3AHUR+np6TCbzQgICLDbHhAQgJMnT8oUVd1msVjwzDPPoFevXmjXrp20/eGHH0ZoaCiCg4Nx+PBhvPDCCzh16hR++uknGaNVv+7du2PlypVo1aoVkpKSMG/ePPTu3RtHjx5FcnIy9Hp9iYuYgIAAJCcnyxNwHbVu3TpkZGRgwoQJ0jae87XDdi6X9jlveyw5ORn+/v52jzs5OcHHx4f/FxwkLy8PL7zwAkaPHg1PT09p+9NPP40uXbrAx8cHu3btwqxZs5CUlIR3331XxmjVb+DAgbjvvvvQtGlTJCQk4KWXXsKgQYMQGxsLrVbLc76WfPnll/Dw8CgxBJ7nffUxcaJ6YerUqTh69KjdPBsAduOq27dvj6CgIPTr1w8JCQlo1qxZbYdZZwwaNEj6d4cOHdC9e3eEhobihx9+gIuLi4yR1S/Lly/HoEGDEBwcLG3jOU/1hclkwkMPPQRRFLFkyRK7x6Kjo6V/d+jQAXq9Ho8//jjmz58Pg8FQ26HWGaNGjZL+3b59e3To0AHNmjXD9u3b0a9fPxkjq19WrFiBMWPGwNnZ2W47z/vq41A9Gfj6+kKr1ZaoIpaSkoLAwECZoqq7pk2bhvXr12Pbtm1o3Lhxmft2794dABAfH18bodUb3t7eaNmyJeLj4xEYGIiCggJkZGTY7cPz37EuXLiA33//Hf/973/L3I/nfM2wnctlfc4HBgaWKAhUWFiIa9eu8f9CNdmSpgsXLiAmJsaut6k03bt3R2FhIc6fP187AdYT4eHh8PX1lT5feM7XvL/++gunTp0q97Mf4HlfFUycZKDX6xEREYGtW7dK2ywWC7Zu3YqePXvKGFndIooipk2bhrVr1+KPP/5A06ZNyz0mLi4OABAUFFTD0dUvWVlZSEhIQFBQECIiIqDT6ezO/1OnTiExMZHnvwN98cUX8Pf3x5AhQ8rcj+d8zWjatCkCAwPtznOj0Yjdu3dL53nPnj2RkZGB/fv3S/v88ccfsFgsUkJLlWdLms6cOYPff/8dDRs2LPeYuLg4aDSaEsPIqHouXbqEq1evSp8vPOdr3vLlyxEREYGOHTuWuy/P+8rjUD2ZREdHY/z48ejatSu6deuG999/H9nZ2Zg4caLcodUZU6dOxXfffYeff/4ZHh4e0vhpLy8vuLi4ICEhAd999x0GDx6Mhg0b4vDhw5gxYwbuuusudOjQQebo1e25557D0KFDERoaiitXrmDu3LnQarUYPXo0vLy8MGnSJERHR8PHxweenp546qmn0LNnT/To0UPu0OsEi8WCL774AuPHj4eTU/HHPM95x8rKyrLrqTt37hzi4uLg4+ODJk2a4JlnnsEbb7yBFi1aoGnTppg9ezaCg4MxYsQIAECbNm0wcOBATJ48GUuXLoXJZMK0adMwatQou+GVZK+sdg8KCsIDDzyAAwcOYP369TCbzdJnv4+PD/R6PWJjY7F7927cfffd8PDwQGxsLGbMmIFHHnkEDRo0kOttqUJZbe/j44N58+bh/vvvR2BgIBISEvD888+jefPmiIqKAsBzvjrK+7wBrDdn1qxZg0WLFpU4nue9g8hd1q8+++ijj8QmTZqIer1e7Natm/jPP//IHVKdAqDUny+++EIURVFMTEwU77rrLtHHx0c0GAxi8+bNxZkzZ4o3btyQN/A6YOTIkWJQUJCo1+vFRo0aiSNHjhTj4+Olx3Nzc8Unn3xSbNCggejq6ir+5z//EZOSkmSMuG757bffRADiqVOn7LbznHesbdu2lfoZM378eFEUrSXJZ8+eLQYEBIgGg0Hs169fib/J1atXxdGjR4vu7u6ip6enOHHiRDEzM1OGd6MeZbX7uXPnbvnZv23bNlEURXH//v1i9+7dRS8vL9HZ2Vls06aN+Oabb4p5eXnyvjEVKKvtc3JyxAEDBoh+fn6iTqcTQ0NDxcmTJ4vJycl2z8FzvmrK+7wRRVH89NNPRRcXFzEjI6PE8TzvHUMQRVGs8eyMiIiIiIhIxTjHiYiIiIiIqBxMnIiIiIiIiMrBxImIiIiIiKgcTJyIiIiIiIjKwcSJiIiIiIioHEyciIiIiIiIysHEiYiIiIiIqBxMnIiIiIiIiMrBxImIiIiIiKgcTJyIiEixtm/fDkEQbvlz9913yx0iERHVE05yB0BERHQrd9xxB5KSkkps/+WXX/DEE0/gySeflCEqIiKqj9jjREREiqXX6xEYGGj3c/36dTz33HN46aWX8OCDD8JsNmPSpElo2rQpXFxc0KpVK3zwwQd2zzNhwgSMGDECb775JgICAuDt7Y3XXnsNhYWFmDlzJnx8fNC4cWN88cUXdse98MILaNmyJVxdXREeHo7Zs2fDZDJJj7/66qvo1KkTvv76a4SFhcHLywujRo1CZmZmrbQPERHVHvY4ERGRamRkZGD48OHo27cvXn/9dQCAxWJB48aNsWbNGjRs2BC7du3CY489hqCgIDz00EPSsX/88QcaN26MHTt24O+//8akSZOwa9cu3HXXXdi9ezdWr16Nxx9/HP3790fjxo0BAB4eHli5ciWCg4Nx5MgRTJ48GR4eHnj++eel501ISMC6deuwfv16XL9+HQ899BAWLFiA//3vf7XbOEREVKMEURRFuYMgIiIqj8Viwb333ovz589j9+7d8PDwuOW+06ZNQ3JyMn788UcA1h6n7du34+zZs9BorIMtWrduDX9/f+zYsQMAYDab4eXlhWXLlmHUqFGlPu8777yDVatWYd++fQCsPU4LFy5EcnKyFM/zzz+PHTt24J9//nHYeyciIvmxx4mIiFThpZdeQmxsLPbs2VMiaVq8eDFWrFiBxMRE5ObmoqCgAJ06dbLb57bbbpOSJgAICAhAu3btpN+1Wi0aNmyI1NRUadvq1avx4YcfIiEhAVlZWSgsLISnp6fd84aFhdnFExQUZPccRERUN3COExERKd6qVauk3p4WLVqUeOy5557DpEmTsGXLFsTFxWHixIkoKCiw20+n09n9LghCqdssFgsAIDY2FmPGjMHgwYOxfv16HDx4EC+//HKFntf2HEREVHewx4mIiBQtLi4OkyZNwoIFCxAVFVXi8b///ht33HGHXYW9hISEar/url27EBoaipdfflnaduHChWo/LxERqRMTJyIiUqz09HSMGDECffv2xSOPPILk5GS7x7VaLVq0aIGvvvoKv/32G5o2bYqvv/4ae/fuRdOmTav12i1atEBiYiJWrVqF22+/HRs2bMDatWur9ZxERKReTJyIiEixNmzYgAsXLuDChQsICgoq8XhoaChOnTqFgwcPYuTIkRAEAaNHj8aTTz6JTZs2Veu1hw0bhhkzZmDatGnIz8/HkCFDMHv2bLz66qvVel4iIlInVtUjIiIiIiIqB4tDEBERERERlYOJExERERERUTmYOBEREREREZWDiRMREREREVE5mDgRERERERGVg4kTERERERFROZg4ERERERERlYOJExERERERUTmYOBEREREREZWDiRMREREREVE5mDgRERERERGV4/8BSPzoGp7HkCEAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 Lojistik Regresyon Modeli Eğitiliyor...\n",
            "✅ Accuracy: 0.8201\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.83      0.99      0.90     18160\n",
            "           1       0.00      0.00      0.00       535\n",
            "           2       0.00      0.00      0.00      1402\n",
            "           3       0.00      0.00      0.00       158\n",
            "           4       0.19      0.02      0.04      1635\n",
            "\n",
            "    accuracy                           0.82     21890\n",
            "   macro avg       0.20      0.20      0.19     21890\n",
            "weighted avg       0.70      0.82      0.75     21890\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 SVM Modeli Eğitiliyor...\n",
            "✅ Accuracy: 0.8614\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.87      0.99      0.93     18160\n",
            "           1       0.91      0.08      0.14       535\n",
            "           2       0.67      0.14      0.23      1402\n",
            "           3       0.00      0.00      0.00       158\n",
            "           4       0.72      0.35      0.47      1635\n",
            "\n",
            "    accuracy                           0.86     21890\n",
            "   macro avg       0.63      0.31      0.36     21890\n",
            "weighted avg       0.84      0.86      0.82     21890\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.11/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 Karar Ağacı Modeli Eğitiliyor...\n",
            "✅ Accuracy: 0.7909\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.89      0.88      0.89     18160\n",
            "           1       0.21      0.23      0.22       535\n",
            "           2       0.32      0.34      0.33      1402\n",
            "           3       0.07      0.07      0.07       158\n",
            "           4       0.43      0.44      0.43      1635\n",
            "\n",
            "    accuracy                           0.79     21890\n",
            "   macro avg       0.38      0.39      0.39     21890\n",
            "weighted avg       0.80      0.79      0.79     21890\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 Random Forest Modeli Eğitiliyor...\n",
            "✅ Accuracy: 0.8525\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.89      0.96      0.92     18160\n",
            "           1       0.36      0.19      0.25       535\n",
            "           2       0.52      0.33      0.40      1402\n",
            "           3       0.22      0.05      0.08       158\n",
            "           4       0.62      0.43      0.51      1635\n",
            "\n",
            "    accuracy                           0.85     21890\n",
            "   macro avg       0.52      0.39      0.43     21890\n",
            "weighted avg       0.83      0.85      0.84     21890\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 Yapay Sinir Ağı Modeli Eğitiliyor...\n",
            "✅ Accuracy: 0.8691\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.89      0.98      0.93     18160\n",
            "           1       0.78      0.08      0.14       535\n",
            "           2       0.61      0.37      0.46      1402\n",
            "           3       0.30      0.02      0.04       158\n",
            "           4       0.75      0.40      0.52      1635\n",
            "\n",
            "    accuracy                           0.87     21890\n",
            "   macro avg       0.66      0.37      0.42     21890\n",
            "weighted avg       0.85      0.87      0.84     21890\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 700x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Gerekli kütüphaneler\n",
        "import kagglehub\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler, label_binarize\n",
        "from sklearn.metrics import (\n",
        "    classification_report,\n",
        "    confusion_matrix,\n",
        "    accuracy_score,\n",
        "    roc_curve,\n",
        "    auc\n",
        ")\n",
        "from scipy.signal import find_peaks\n",
        "\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.neural_network import MLPClassifier\n",
        "\n",
        "# 1. Veri Setini İndirme\n",
        "path = kagglehub.dataset_download(\"shayanfazeli/heartbeat\")\n",
        "print(\"Dataset indirildi:\", path)\n",
        "\n",
        "# 2. Veri Setini Yükleme\n",
        "train_df = pd.read_csv(f\"{path}/mitbih_train.csv\", header=None)\n",
        "test_df = pd.read_csv(f\"{path}/mitbih_test.csv\", header=None)\n",
        "\n",
        "# Veriyi birleştir\n",
        "data = pd.concat([train_df, test_df])\n",
        "X = data.iloc[:, :-1].values\n",
        "y = data.iloc[:, -1].values.astype(int)\n",
        "\n",
        "# EKG sinyallerinden örnek gösterelim\n",
        "plt.figure(figsize=(10, 4))\n",
        "plt.plot(X[0])\n",
        "plt.title(f\"Örnek EKG Sinyali - Etiket: {int(y[0])}\")\n",
        "plt.xlabel(\"Zaman\")\n",
        "plt.ylabel(\"Amplitüd\")\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# 3. R-Peak Tespiti (örnek bir sinyal için)\n",
        "signal = X[0]\n",
        "peaks, _ = find_peaks(signal, distance=50)\n",
        "plt.figure(figsize=(10, 4))\n",
        "plt.plot(signal)\n",
        "plt.plot(peaks, signal[peaks], \"rx\")\n",
        "plt.title(\"R-Peak Tespiti\")\n",
        "plt.xlabel(\"Zaman\")\n",
        "plt.ylabel(\"Amplitüd\")\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "# 4. Özellik Çıkartma Fonksiyonu (RMS, Tepe Sayısı, Ortalama, Std)\n",
        "def extract_features(signal):\n",
        "    rms = np.sqrt(np.mean(signal**2))\n",
        "    avg = np.mean(signal)\n",
        "    std = np.std(signal)\n",
        "    peak_count = len(find_peaks(signal, distance=50)[0])\n",
        "    return [rms, avg, std, peak_count]\n",
        "\n",
        "# Tüm sinyaller için özellik vektörü çıkar\n",
        "X_features = np.array([extract_features(sig) for sig in X])\n",
        "\n",
        "# 5. Veriyi Eğitim ve Test için Ayır\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_features, y, test_size=0.2, random_state=42)\n",
        "\n",
        "# 6. Normalizasyon\n",
        "scaler = StandardScaler()\n",
        "X_train = scaler.fit_transform(X_train)\n",
        "X_test = scaler.transform(X_test)\n",
        "\n",
        "# ROC eğrisi için etiketleri binarize et\n",
        "classes = np.unique(y)\n",
        "y_test_bin = label_binarize(y_test, classes=classes)\n",
        "n_classes = len(classes)\n",
        "\n",
        "# 7. 5 Farklı Modelin Eğitimi ve Değerlendirilmesi\n",
        "models = {\n",
        "    \"Lojistik Regresyon\": LogisticRegression(max_iter=1000),\n",
        "    \"SVM\": SVC(probability=True),\n",
        "    \"Karar Ağacı\": DecisionTreeClassifier(),\n",
        "    \"Random Forest\": RandomForestClassifier(),\n",
        "    \"Yapay Sinir Ağı\": MLPClassifier(hidden_layer_sizes=(100,), max_iter=1000)\n",
        "}\n",
        "\n",
        "colors = ['blue', 'red', 'green', 'purple', 'orange']\n",
        "\n",
        "for name, model in models.items():\n",
        "    print(f\"\\n🔍 {name} Modeli Eğitiliyor...\")\n",
        "    model.fit(X_train, y_train)\n",
        "    y_pred = model.predict(X_test)\n",
        "\n",
        "    # Accuracy\n",
        "    acc = accuracy_score(y_test, y_pred)\n",
        "    print(f\"✅ Accuracy: {acc:.4f}\")\n",
        "\n",
        "    # Classification Report\n",
        "    print(classification_report(y_test, y_pred))\n",
        "\n",
        "    # Confusion Matrix\n",
        "    cm = confusion_matrix(y_test, y_pred)\n",
        "    plt.figure(figsize=(6, 4))\n",
        "    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=classes, yticklabels=classes)\n",
        "    plt.title(f\"{name} - Confusion Matrix\")\n",
        "    plt.xlabel(\"Tahmin\")\n",
        "    plt.ylabel(\"Gerçek\")\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "    # ROC Curve\n",
        "    if hasattr(model, \"predict_proba\"):\n",
        "        y_score = model.predict_proba(X_test)\n",
        "    elif hasattr(model, \"decision_function\"):\n",
        "        y_score = model.decision_function(X_test)\n",
        "    else:\n",
        "        print(\"⚠️ ROC eğrisi çizilemiyor (model desteklemiyor).\")\n",
        "        continue\n",
        "\n",
        "    fpr = dict()\n",
        "    tpr = dict()\n",
        "    roc_auc = dict()\n",
        "\n",
        "    for i in range(n_classes):\n",
        "        fpr[i], tpr[i], _ = roc_curve(y_test_bin[:, i], y_score[:, i])\n",
        "        roc_auc[i] = auc(fpr[i], tpr[i])\n",
        "\n",
        "    plt.figure(figsize=(7, 5))\n",
        "    for i in range(n_classes):\n",
        "        plt.plot(fpr[i], tpr[i], color=colors[i], label=f'Sınıf {i} (AUC = {roc_auc[i]:.2f})')\n",
        "\n",
        "    plt.plot([0, 1], [0, 1], 'k--')\n",
        "    plt.title(f\"{name} - ROC Eğrisi\")\n",
        "    plt.xlabel(\"False Positive Rate\")\n",
        "    plt.ylabel(\"True Positive Rate\")\n",
        "    plt.legend(loc=\"lower right\")\n",
        "    plt.grid(True)\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "lXnP0cFVo3FG"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}